{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.family'] = 'Times New Roman'\n",
    "plt.style.use('seaborn')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('creditcard.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Time</th>\n",
       "      <th>V1</th>\n",
       "      <th>V2</th>\n",
       "      <th>V3</th>\n",
       "      <th>V4</th>\n",
       "      <th>V5</th>\n",
       "      <th>V6</th>\n",
       "      <th>V7</th>\n",
       "      <th>V8</th>\n",
       "      <th>V9</th>\n",
       "      <th>...</th>\n",
       "      <th>V21</th>\n",
       "      <th>V22</th>\n",
       "      <th>V23</th>\n",
       "      <th>V24</th>\n",
       "      <th>V25</th>\n",
       "      <th>V26</th>\n",
       "      <th>V27</th>\n",
       "      <th>V28</th>\n",
       "      <th>Amount</th>\n",
       "      <th>Class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.359807</td>\n",
       "      <td>-0.072781</td>\n",
       "      <td>2.536347</td>\n",
       "      <td>1.378155</td>\n",
       "      <td>-0.338321</td>\n",
       "      <td>0.462388</td>\n",
       "      <td>0.239599</td>\n",
       "      <td>0.098698</td>\n",
       "      <td>0.363787</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.018307</td>\n",
       "      <td>0.277838</td>\n",
       "      <td>-0.110474</td>\n",
       "      <td>0.066928</td>\n",
       "      <td>0.128539</td>\n",
       "      <td>-0.189115</td>\n",
       "      <td>0.133558</td>\n",
       "      <td>-0.021053</td>\n",
       "      <td>149.62</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.191857</td>\n",
       "      <td>0.266151</td>\n",
       "      <td>0.166480</td>\n",
       "      <td>0.448154</td>\n",
       "      <td>0.060018</td>\n",
       "      <td>-0.082361</td>\n",
       "      <td>-0.078803</td>\n",
       "      <td>0.085102</td>\n",
       "      <td>-0.255425</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.225775</td>\n",
       "      <td>-0.638672</td>\n",
       "      <td>0.101288</td>\n",
       "      <td>-0.339846</td>\n",
       "      <td>0.167170</td>\n",
       "      <td>0.125895</td>\n",
       "      <td>-0.008983</td>\n",
       "      <td>0.014724</td>\n",
       "      <td>2.69</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.358354</td>\n",
       "      <td>-1.340163</td>\n",
       "      <td>1.773209</td>\n",
       "      <td>0.379780</td>\n",
       "      <td>-0.503198</td>\n",
       "      <td>1.800499</td>\n",
       "      <td>0.791461</td>\n",
       "      <td>0.247676</td>\n",
       "      <td>-1.514654</td>\n",
       "      <td>...</td>\n",
       "      <td>0.247998</td>\n",
       "      <td>0.771679</td>\n",
       "      <td>0.909412</td>\n",
       "      <td>-0.689281</td>\n",
       "      <td>-0.327642</td>\n",
       "      <td>-0.139097</td>\n",
       "      <td>-0.055353</td>\n",
       "      <td>-0.059752</td>\n",
       "      <td>378.66</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.966272</td>\n",
       "      <td>-0.185226</td>\n",
       "      <td>1.792993</td>\n",
       "      <td>-0.863291</td>\n",
       "      <td>-0.010309</td>\n",
       "      <td>1.247203</td>\n",
       "      <td>0.237609</td>\n",
       "      <td>0.377436</td>\n",
       "      <td>-1.387024</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.108300</td>\n",
       "      <td>0.005274</td>\n",
       "      <td>-0.190321</td>\n",
       "      <td>-1.175575</td>\n",
       "      <td>0.647376</td>\n",
       "      <td>-0.221929</td>\n",
       "      <td>0.062723</td>\n",
       "      <td>0.061458</td>\n",
       "      <td>123.50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-1.158233</td>\n",
       "      <td>0.877737</td>\n",
       "      <td>1.548718</td>\n",
       "      <td>0.403034</td>\n",
       "      <td>-0.407193</td>\n",
       "      <td>0.095921</td>\n",
       "      <td>0.592941</td>\n",
       "      <td>-0.270533</td>\n",
       "      <td>0.817739</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.009431</td>\n",
       "      <td>0.798278</td>\n",
       "      <td>-0.137458</td>\n",
       "      <td>0.141267</td>\n",
       "      <td>-0.206010</td>\n",
       "      <td>0.502292</td>\n",
       "      <td>0.219422</td>\n",
       "      <td>0.215153</td>\n",
       "      <td>69.99</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Time        V1        V2        V3        V4        V5        V6        V7  \\\n",
       "0   0.0 -1.359807 -0.072781  2.536347  1.378155 -0.338321  0.462388  0.239599   \n",
       "1   0.0  1.191857  0.266151  0.166480  0.448154  0.060018 -0.082361 -0.078803   \n",
       "2   1.0 -1.358354 -1.340163  1.773209  0.379780 -0.503198  1.800499  0.791461   \n",
       "3   1.0 -0.966272 -0.185226  1.792993 -0.863291 -0.010309  1.247203  0.237609   \n",
       "4   2.0 -1.158233  0.877737  1.548718  0.403034 -0.407193  0.095921  0.592941   \n",
       "\n",
       "         V8        V9  ...       V21       V22       V23       V24       V25  \\\n",
       "0  0.098698  0.363787  ... -0.018307  0.277838 -0.110474  0.066928  0.128539   \n",
       "1  0.085102 -0.255425  ... -0.225775 -0.638672  0.101288 -0.339846  0.167170   \n",
       "2  0.247676 -1.514654  ...  0.247998  0.771679  0.909412 -0.689281 -0.327642   \n",
       "3  0.377436 -1.387024  ... -0.108300  0.005274 -0.190321 -1.175575  0.647376   \n",
       "4 -0.270533  0.817739  ... -0.009431  0.798278 -0.137458  0.141267 -0.206010   \n",
       "\n",
       "        V26       V27       V28  Amount  Class  \n",
       "0 -0.189115  0.133558 -0.021053  149.62      0  \n",
       "1  0.125895 -0.008983  0.014724    2.69      0  \n",
       "2 -0.139097 -0.055353 -0.059752  378.66      0  \n",
       "3 -0.221929  0.062723  0.061458  123.50      0  \n",
       "4  0.502292  0.219422  0.215153   69.99      0  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 缺失值分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "missing_values = data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Time      0\n",
       "V1        0\n",
       "V2        0\n",
       "V3        0\n",
       "V4        0\n",
       "V5        0\n",
       "V6        0\n",
       "V7        0\n",
       "V8        0\n",
       "V9        0\n",
       "V10       0\n",
       "V11       0\n",
       "V12       0\n",
       "V13       0\n",
       "V14       0\n",
       "V15       0\n",
       "V16       0\n",
       "V17       0\n",
       "V18       0\n",
       "V19       0\n",
       "V20       0\n",
       "V21       0\n",
       "V22       0\n",
       "V23       0\n",
       "V24       0\n",
       "V25       0\n",
       "V26       0\n",
       "V27       0\n",
       "V28       0\n",
       "Amount    0\n",
       "Class     0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "missing_values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 标签分布情况查看"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "class_counts = data['Class'].value_counts()\n",
    "\n",
    "plt.bar(class_counts.index, class_counts.values)\n",
    "plt.xlabel('Class')\n",
    "plt.ylabel('Count')\n",
    "plt.title('Distribution of Class')\n",
    "plt.xticks(class_counts.index)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Class随时间分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fraud_counts = data[data['Class'] == 1]['Time'].value_counts().sort_index()\n",
    "normal_counts = data[data['Class'] == 0]['Time'].value_counts().sort_index()\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "plt.subplot(121)\n",
    "plt.plot(fraud_counts.index, fraud_counts.values)\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Count')\n",
    "plt.title('Time vs Count - Fraud')\n",
    "\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.plot(normal_counts.index, normal_counts.values)\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Count')\n",
    "plt.title('Time vs Count - Normal')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 欺诈金额分布情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fraud_data = data[data['Class'] == 1]\n",
    "amount_intervals = [0, 200, 400, 600, 800,1000,float('inf')]\n",
    "\n",
    "amount_counts = pd.cut(fraud_data['Amount'], bins=amount_intervals).value_counts().sort_index()\n",
    "\n",
    "plt.bar(amount_counts.index.astype(str), amount_counts.values)\n",
    "plt.xlabel('Amount Intervals')\n",
    "plt.ylabel('Count')\n",
    "plt.title('Distribution of Amount for Fraudulent Transactions')\n",
    "\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fraud_data = data[data['Class'] == 1]\n",
    "amount_intervals = [0, 200, 400, 600, 800, 1000, float('inf')]\n",
    "\n",
    "amount_counts = pd.cut(fraud_data['Amount'], bins=amount_intervals).value_counts().sort_index()\n",
    "percentage = (amount_counts / amount_counts.sum()) * 100\n",
    "\n",
    "labels = amount_counts.index.astype(str)\n",
    "sizes = percentage.values\n",
    "\n",
    "plt.pie(sizes, labels=labels, autopct='%1.1f%%')\n",
    "plt.title('Distribution of Amount for Fraudulent Transactions')\n",
    "\n",
    "plt.axis('equal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 相关性分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "# 获取相关性矩阵\n",
    "correlation_matrix = data.corr()\n",
    "\n",
    "# 绘制相关性热图\n",
    "plt.figure(figsize=(20, 20))\n",
    "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt=\".2f\")\n",
    "plt.title('Correlation Heatmap')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### T-检验"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "韦尔奇t检验和形状统计的p值:\n",
      "\n",
      "Variable: Time     p-value:  0.000  skewness: -0.036  kurtosis: -1.294\n",
      "Variable: V1       p-value:  0.000  skewness: -3.281  kurtosis: 32.486\n",
      "Variable: V2       p-value:  0.000  skewness: -4.625  kurtosis: 95.771\n",
      "Variable: V3       p-value:  0.000  skewness: -2.240  kurtosis: 26.619\n",
      "Variable: V4       p-value:  0.000  skewness:  0.676  kurtosis:  2.635\n",
      "Variable: V5       p-value:  0.000  skewness: -2.426  kurtosis: 206.901\n",
      "Variable: V6       p-value:  0.000  skewness:  1.827  kurtosis: 42.642\n",
      "Variable: V7       p-value:  0.000  skewness:  2.554  kurtosis: 405.600\n",
      "Variable: V8       p-value:  0.063  skewness: -8.522  kurtosis: 220.583\n",
      "Variable: V9       p-value:  0.000  skewness:  0.555  kurtosis:  3.731\n",
      "Variable: V10      p-value:  0.000  skewness:  1.187  kurtosis: 31.988\n",
      "Variable: V11      p-value:  0.000  skewness:  0.357  kurtosis:  1.634\n",
      "Variable: V12      p-value:  0.000  skewness: -2.278  kurtosis: 20.241\n",
      "Variable: V13      p-value:  0.028  skewness:  0.065  kurtosis:  0.195\n",
      "Variable: V14      p-value:  0.000  skewness: -1.995  kurtosis: 23.879\n",
      "Variable: V15      p-value:  0.050  skewness: -0.308  kurtosis:  0.285\n",
      "Variable: V16      p-value:  0.000  skewness: -1.101  kurtosis: 10.419\n",
      "Variable: V17      p-value:  0.000  skewness: -3.845  kurtosis: 94.798\n",
      "Variable: V18      p-value:  0.000  skewness: -0.260  kurtosis:  2.578\n",
      "Variable: V19      p-value:  0.000  skewness:  0.109  kurtosis:  1.725\n",
      "Variable: V20      p-value:  0.000  skewness: -2.037  kurtosis: 271.011\n",
      "Variable: V21      p-value:  0.000  skewness:  3.593  kurtosis: 207.283\n",
      "Variable: V22      p-value:  0.835  skewness: -0.213  kurtosis:  2.833\n",
      "Variable: V23      p-value:  0.571  skewness: -5.875  kurtosis: 440.081\n",
      "Variable: V24      p-value:  0.000  skewness: -0.552  kurtosis:  0.619\n",
      "Variable: V25      p-value:  0.249  skewness: -0.416  kurtosis:  4.290\n",
      "Variable: V26      p-value:  0.015  skewness:  0.577  kurtosis:  0.919\n",
      "Variable: V27      p-value:  0.006  skewness: -1.170  kurtosis: 244.985\n",
      "Variable: V28      p-value:  0.002  skewness: 11.192  kurtosis: 933.381\n",
      "Variable: Amount   p-value:  0.004  skewness: 16.978  kurtosis: 845.078\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x2160 with 30 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy import stats\n",
    "from sklearn import preprocessing\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 标准化 'Time' 和 'Amount' 列\n",
    "data['Time'] = preprocessing.scale(data['Time'])\n",
    "data['Amount'] = preprocessing.scale(data['Amount'])\n",
    "\n",
    "# 创建一个包含各个变量均值的透视表\n",
    "pt = pd.pivot_table(data, values=data.columns, columns='Class', aggfunc='mean')\n",
    "\n",
    "print('\\n韦尔奇t检验和形状统计的p值:\\n')\n",
    "fig, axes = plt.subplots(10, 3, figsize=(15, 30))\n",
    "\n",
    "for i, col_name in enumerate(data.columns[:30]):\n",
    "    t, p_val = stats.ttest_ind(data.loc[data['Class'] == 0, col_name], \n",
    "                               data.loc[data['Class'] == 1, col_name], equal_var=False)  \n",
    "    skewness = data.loc[:, col_name].skew()\n",
    "    kurtosis = stats.kurtosis(data.loc[:, col_name])\n",
    "    \n",
    "    print('Variable: {:7s}  p-value: {:6.3f}  skewness: {:6.3f}  kurtosis: {:6.3f}'.format(col_name, p_val, skewness, kurtosis))\n",
    "    \n",
    "    # 绘制直方图\n",
    "    ax = axes[i // 3, i % 3]\n",
    "    ax.hist(data[col_name], bins=50, facecolor='b', alpha=0.5)\n",
    "    ax.set_title(col_name)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
